On the robustness of interpretability methods

D Alvarez-Melis, TS Jaakkola - arXiv preprint arXiv:1806.08049, 2018 - arxiv.org
We argue that robustness of explanations---ie, that similar inputs should give rise to similar
explanations---is a key desideratum for interpretability. We introduce metrics to quantify …

Towards moral machines: a discussion with michael Anderson and susan Leigh Anderson

M Anderson, SL Anderson… - Conatus-Journal …, 2021 - ejournals.epublishing.ekt.gr
At the turn of the 21st century, Susan Leigh Anderson and Michael Anderson conceived and
introduced the Machine Ethics research program, that aimed to highlight the requirements …

Evaluating the quality of machine learning explanations: A survey on methods and metrics

J Zhou, AH Gandomi, F Chen, A Holzinger - Electronics, 2021 - mdpi.com
The most successful Machine Learning (ML) systems remain complex black boxes to end-
users, and even experts are often unable to understand the rationale behind their decisions …

Ought we align the values of artificial moral agents?

E Firt - AI and Ethics, 2024 - Springer
In the near future, the capabilities of commonly used artificial systems will reach a level
where we will be able to permit them to make moral decisions autonomously as part of their …

A meta survey of quality evaluation criteria in explanation methods

H Löfström, K Hammar, U Johansson - International Conference on …, 2022 - Springer
The evaluation of explanation methods has become a significant issue in explainable
artificial intelligence (XAI) due to the recent surge of opaque AI models in decision support …

A metaethical reflection: The ethics of embedding ethics into robots

J Borenstein, RC Arkin… - 2022 IEEE International …, 2022 - ieeexplore.ieee.org
This paper examines the metaethical dimensions of the computing community's efforts to
program ethical decision-making abilities into robots. Arguments for and against that …

A case for machine ethics in modeling human-level intelligent agents

RJM Boyles - 2018 - philpapers.org
This paper focuses on the research field of machine ethics and how it relates to a
technological singularity—a hypothesized, futuristic event where artificial machines will have …

Asimov's “three laws of robotics” and machine metaethics

SL Anderson - Ai & Society, 2008 - Springer
Abstract Using Asimov's “Bicentennial Man” as a springboard, a number of metaethical
issues concerning the emerging field of machine ethics are discussed. Although the ultimate …

Ai explainability 360: Impact and design

V Arya, RKE Bellamy, PY Chen… - Proceedings of the …, 2022 - ojs.aaai.org
As artificial intelligence and machine learning algorithms become increasingly prevalent in
society, multiple stakeholders are calling for these algorithms to provide explanations. At the …

Landscape of machine implemented ethics

V Nallur - Science and engineering ethics, 2020 - Springer
This paper surveys the state-of-the-art in machine ethics, that is, considerations of how to
implement ethical behaviour in robots, unmanned autonomous vehicles, or software …